The smell of freshly baked bread usually brought joy, but not today. The aroma wafted through her open window, a reminder of the things she no longer enjoyed. She watched, through the blinds, as the fluffy white dog sprinted across the lawn. The escape was like the feeling in her chest: a constant, unwelcome companion.

She reached for the phone, hesitating. She had let herself and the house go. She should call the owner. She had to. The thought of the interaction felt like an impossible task. It was like everything she did was a chore, a burden, a failure.

Her hand trembled as she pushed the button. The phone rang, then the cheerful voice of the neighbor. She mumbled an apology, a pathetic offering.

"I will come and get him," she heard. The neighbor's cheerful voice was a knife twisting in the wound in her heart.

Emotion: worthless

Cluster: Sadness / Despair
PC1 (Valence): -2.10 Negative
PC2 (Disposition): -0.15

Role in Research

This story is one of 1,000 stories generated for the emotion worthless. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 worthless stories, after denoising with neutral dialogue baselines, produces the worthless emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the worthless vector is projected through the unembedding matrix.

Promoted:
L0.427
S0.405
😞0.386
ness0.339
缺乏0.326
Suppressed:
de-0.320
(!)-0.286
随后-0.268
😍-0.262
tc-0.255